{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Forecasting Experiment on Solar-nips Dataset\n",
    "\n",
    "<!-- See issue : https://github.com/AI4HealthUOL/SSSD/issues/8 -->"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import torch\n",
    "import numpy as np\n",
    "\n",
    "import warnings\n",
    "warnings.filterwarnings(\"ignore\")\n",
    "\n",
    "import sys\n",
    "sys.path.append(os.path.join(os.path.dirname('__file__'), '../'))\n",
    "\n",
    "from engine.solver import Trainer\n",
    "from sklearn.metrics import mean_squared_error\n",
    "from sklearn.preprocessing import MinMaxScaler\n",
    "from torch.utils.data import Dataset, DataLoader\n",
    "from gluonts.dataset.repository.datasets import get_dataset\n",
    "from gluonts.dataset.multivariate_grouper import MultivariateGrouper\n",
    "from Utils.io_utils import load_yaml_config, instantiate_from_config\n",
    "from Models.interpretable_diffusion.model_utils import normalize_to_neg_one_to_one, unnormalize_to_zero_to_one"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "dataset = get_dataset('solar_nips', regenerate=False)\n",
    "data_grouper = MultivariateGrouper(max_target_dim=min(2000, int(dataset.metadata.feat_static_cat[0].cardinality)))\n",
    "\n",
    "data = data_grouper(dataset.test)\n",
    "data = data[0]['target'].transpose(1,0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "train = data[:6912, :]\n",
    "test = data[6985:,:].reshape(1, -1, data.shape[-1])\n",
    "\n",
    "scaler = MinMaxScaler()\n",
    "train_scaled = normalize_to_neg_one_to_one(scaler.fit_transform(train))\n",
    "test_scaled = scaler.transform(test.reshape(-1, test.shape[-1])).reshape(test.shape)\n",
    "test_scaled = normalize_to_neg_one_to_one(test_scaled)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "class SolarDataset(Dataset):\n",
    "    def __init__(self, data, regular=True, pred_length=72):\n",
    "        super(SolarDataset, self).__init__()\n",
    "        self.sample_num = data.shape[0]\n",
    "        self.samples = data\n",
    "        self.regular = regular\n",
    "        self.mask = np.ones_like(data)\n",
    "        self.mask[:, -pred_length:, :] = 0.\n",
    "        self.mask = self.mask.astype(bool)\n",
    "\n",
    "    def __getitem__(self, ind):\n",
    "        x = self.samples[ind, :, :]\n",
    "        if self.regular:\n",
    "            return torch.from_numpy(x).float()\n",
    "        mask = self.mask[ind, :, :]\n",
    "        return torch.from_numpy(x).float(), torch.from_numpy(mask)\n",
    "\n",
    "    def __len__(self):\n",
    "        return self.sample_num"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "train_dataset = SolarDataset(train_scaled.reshape(36, -1, data.shape[-1]))\n",
    "dataloader = DataLoader(train_dataset, batch_size=18, shuffle=True, num_workers=0, drop_last=False, pin_memory=True, sampler=None)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "class Args_Example:\n",
    "    def __init__(self) -> None:\n",
    "        self.config_path = '../Config/solar_update.yaml'\n",
    "        self.save_dir = '../forecasting_exp_update'\n",
    "        self.gpu = 0\n",
    "        os.makedirs(self.save_dir, exist_ok=True)\n",
    "\n",
    "args =  Args_Example()\n",
    "configs = load_yaml_config(args.config_path)\n",
    "device = torch.device(f'cuda:{args.gpu}' if torch.cuda.is_available() else 'cpu')\n",
    "\n",
    "model = instantiate_from_config(configs['model']).to(device)\n",
    "trainer = Trainer(config=configs, args=args, model=model, dataloader={'dataloader':dataloader})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "0f12498076d84747b5ad8efe1e3921ec",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/1000 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "training complete\n"
     ]
    }
   ],
   "source": [
    "trainer.train()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "7b75cc4588854df0a594099f1bf2d018",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "conditional sampling loop time step:   0%|          | 0/200 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "384.5368887205473\n"
     ]
    }
   ],
   "source": [
    "_, seq_length, feat_num = test_scaled.shape\n",
    "pred_length = 24\n",
    "\n",
    "test_dataset = SolarDataset(test_scaled, regular=False, pred_length=pred_length)\n",
    "real = scaler.inverse_transform(unnormalize_to_zero_to_one(test_scaled.reshape(-1, feat_num))).reshape(test_scaled.shape)\n",
    "test_dataloader = torch.utils.data.DataLoader(test_dataset, batch_size=test_scaled.shape[0], shuffle=False, num_workers=0, pin_memory=True, sampler=None)\n",
    "\n",
    "sample, *_ = trainer.restore(test_dataloader, shape=[seq_length, feat_num], coef=1e-1, stepsize=5e-2, sampling_steps=200)\n",
    "sample = scaler.inverse_transform(unnormalize_to_zero_to_one(sample.reshape(-1, feat_num))).reshape(test_scaled.shape)\n",
    "mask = test_dataset.mask\n",
    "mse = mean_squared_error(sample[~mask], real[~mask])\n",
    "print(mse)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1500x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1500x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1500x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "plt.rcParams[\"font.size\"] = 12\n",
    "\n",
    "for idx in range(5):\n",
    "    plt.figure(figsize=(15, 3))\n",
    "    plt.plot(range(0, seq_length-pred_length), real[0, :(seq_length-pred_length), -idx], color='c', linestyle='solid', label='History')\n",
    "    plt.plot(range(seq_length-pred_length-1, seq_length), real[0, -pred_length-1:, -idx], color='g', linestyle='solid', label='Ground Truth')\n",
    "    plt.plot(range(seq_length-pred_length-1, seq_length), sample[0, -pred_length-1:, -idx], color='r', linestyle='solid', label='Prediction')\n",
    "    plt.tick_params('both', labelsize=15)\n",
    "    plt.subplots_adjust(bottom=0.1, left=0.05, right=0.99, top=0.95)\n",
    "    plt.legend()\n",
    "    plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "DPlearning_3.8",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
